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Snapshot from Oct 13, 2026. Predictions are paused, so this will not update until research restarts.
Autoliv Inc.
Consumer Cyclical · Auto Parts
Made on Jun 20, 2026
Price at call $118.24
6-month call Bear -11.7%
Target by Dec 2026 $104.36
Great value below $85.00
Model v0.3.0

Projection vs Actual (6M history + forecast)

Our straight 6-month prediction (bold) with a textured realism line, and the actual price overlaid from the prediction date forward.

Forecast

One directional 6-month call and the six monthly points we'll be scored against. Predicted Jun 20, 2026 3:08 am
Bear ALV trends lower to $104.36 (-11.7% from $118.24) by Dec 2026.
Monthmonths after the call Datewhen it gets graded Predictedthe claim: closing price Current priceactual close — fills in over time Predicted returnpredicted vs $118.24 at call
Prediction made Jun 20, 2026 — $118.24 at call —
M1 Jul 20, 2026 $115.93 — -2.0%
What actually happened: closed $117.23 on Jul 20, 2026 = -0.9% vs the call (predicted -2.0%)  ·  direction HIT (called flat, was flat)  ·  off by 1.1 pp  ·  accuracy 10/10  ·  S&P -0.8% over the same window — lagged it
M2 Aug 20, 2026 $113.61 — -3.9%
What actually happened: closed $122.27 on Aug 19, 2026 = +3.4% vs the call (predicted -3.9%)  ·  direction HIT (called flat, was flat)  ·  off by 7.3 pp  ·  accuracy 7/10  ·  S&P +2.8% over the same window — lagged it
M3 Sep 20, 2026 $111.30 — -5.9%
What actually happened: closed $116.98 on Sep 18, 2026 = -1.1% vs the call (predicted -5.9%)  ·  direction MISS (called down, was flat)  ·  off by 4.8 pp  ·  accuracy 4/10  ·  S&P +2.0% over the same window — lagged it
M4 Oct 20, 2026 $108.99 — -7.8%
Matured — awaiting scoring. This checkpoint's date has passed; the next scorer run (score-outcomes.php) records what actually happened.
M5 Nov 20, 2026 $106.67 — -9.8%
M6 Dec 20, 2026 $104.36 — -11.7%

Deserved value (DCF/composite) is $80.62; over 6 months we project closing only part-way to it (reach 36.9%). Value-only — see Not Yet Modeled below.

Weaknesses

0 blocking · 1 degraded · 0 notes — follow the chain top-down (cause → effect).
  • Degraded
    Valuation is extremely fragile — almost no scenarios support the current price
    upstream:valuation-synthesis

Equation Inputs

Everything feeding the v0.3.0 model — value anchors, the stock's own price behaviour, and the tunable knobs.

Value anchors (from deep analysis)

Price at call$118.24
Composite fair value$95.18
Signal-adjusted fair value$93.63
DCF fair value$66.06
Anchored-PE fair value$169.37
Buy-below (value lens)$85.00
Value net score-78
Value confidence7 / 10
Quality net score+0
Memo confidence7 / 10
Deserved value (base)$80.62
Quality tilt+0%
Deserved value (used)$80.62
Coherence (value × quality)1.00

Price behaviour (trailing — shapes the realism line)

Realized volatility (annualized) 1m 35.8%  3m 35.4%  6m 30.5%  
Daily σ (realism noise)2.2%
Beta vs S&P 500 1m 1.27  3m 1.48  5m 1.28  
Trailing 6-month return-1.8%

Knobs (equation params)

Deserved wt · DCF0.5
Quality tilt cap (±)0.2
Horizon reach (6mo)0.45
Coherence floor (conflict)0.5
Conviction gain / pt0.06
Realism mean-reversion φ0.85
Conviction floor0.4
Deserved wt · composite0.5
Realism vol window3m
Neutral band (%)5
Horizon (months)6
Realism σ fallback0.015

Version & Tech Chain

What produced this prediction — stamped on the record so versions can be compared by success rate later.
Model v0.3.0 #6bd904191719

Tech composition (what this version is built from)

#ProcessKindGroup
1 Synthesis valuation-synthesis deterministic final
2 Scenario Analysis scenario-valuation deterministic valuation
3 Valuation / Mispricing ext-lens-value llm extended
4 Company Quality ext-lens-quality llm extended
5 Forensic Memo (combiner) ext-forensic-memo llm extended
6 Classification company-classification llm foundation
7 Live Quote fmp-quote data market-data

Inputs used (the runs that fed this prediction)

Upstream processRanLagRun id
company-classification Jun 20, 2026 freshest ALV-20260620-030002-8475
ext-forensic-memo Jun 20, 2026 freshest ext-ALV-20260620-030646-ebc5
ext-lens-value Jun 20, 2026 freshest ext-ALV-20260620-030646-ebc5
scenario-valuation Jun 20, 2026 freshest ALV-20260620-030002-8475
valuation-synthesis Jun 20, 2026 freshest ALV-20260620-030002-8475

Inputs flagged 7d+ behind the freshest one may be stale relative to the rest of the analysis.

Saved History

1 frozen snapshot — the record we score once predictions mature.
MadeModelCallAt callTargetExp.Eval due
Jun 20, 2026 v0.3.0 Bear $118.24 $104.36 -11.7% Dec 2026 viewing

Not Yet Modeled

What this v0.3.0 forecast deliberately ignores — the work ahead, in plain sight.
  • Signal-adjusted fair value ($93.63) — the red-flag-adjusted anchor isn't the primary input yet (we use the raw DCF/composite blend, which double-counts DCF).
  • Recent momentum / drift — the line takes off straight; the trailing 6-month move (-1.8%) doesn't bend the slope.
  • Market beta — computed (1–5mo) for context but does not condition the path.
  • Earnings dates, catalysts, and known events — not modeled.
  • Macro regime & sector rotation — not modeled.
  • Horizon is a fixed 6-month assumption, not a modeled time-to-target.
  • Outcome scoring — predictions aren't yet graded against realized price once the evaluation date passes.